AI Slop Code Risk Monitor

aspnetboilerplate/aspnetboilerplate

SlopCodeMonitor badge for aspnetboilerplate/aspnetboilerplate Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

ASP.NET Boilerplate - Web Application Framework

3.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for aspnetboilerplate/aspnetboilerplate, a C# project with 11,999 GitHub stars. SynthScan examined 179,545 lines of code across 2532 source files, recording 584 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 3.6 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

3.6
Adjusted Signal
3.6
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
12.0K
Stars
C#
Language
179.5K
Lines of Code
2.5K
Files
584
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 15.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 564 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 16.4/100 · LOW

Which changes need focused human review? 584 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 4HIGH 2MEDIUM 6LOW 572

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 584 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block552 hits · 552 pts
SeverityFileLineSnippetContext
LOWazure-pipelines.yml1# ------------------------------------------------------------------------------COMMENT
LOWtest/Abp.TestBase.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOWtest/Abp.Tests/Properties/AssemblyInfo.cs21// to COM components. If you need to access a type in this assembly from COMMENT
LOW…alization/TestResourceFiles/MyTestResource.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWtest/Abp.MemoryDb.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOW…net-core-demo/AbpAspNetCoreDemo/wwwroot/_references.js1/// <autosync enabled="true" />COMMENT
LOW…-validation-unobtrusive/jquery.validate.unobtrusive.js281 /// <param name="adapterName" type="String">The name of the adapter to be added. This matches the name usedCOMMENT
LOWtest/Abp.AutoMapper.Tests/Properties/AssemblyInfo.cs21// The following GUID is for the ID of the typelib if this project is exposed to COMCOMMENT
LOW.github/lock.yml21COMMENT
LOWsrc/Abp.NHibernate/Properties/AssemblyInfo.cs21COMMENT
LOW…ntime/Caching/Redis/IAbpPerRequestRedisCacheManager.cs1namespace Abp.Runtime.Caching.Redis;COMMENT
LOWsrc/Abp.EntityFramework/EntityFramework/AbpDbContext.cs41 public IAbpSession AbpSession { get; set; }COMMENT
LOWsrc/Abp.EntityFramework/EntityFramework/AbpDbContext.cs61 public IGuidGenerator GuidGenerator { get; set; }COMMENT
LOW…work/EntityFramework/Extensions/QueryableExtensions.cs21 /// <summary>COMMENT
LOWsrc/Abp.EntityFramework/Properties/AssemblyInfo.cs21// Setting ComVisible to false makes the types in this assembly not visible COMMENT
LOWsrc/Abp.AutoMapper/AutoMapper/AutoMapExtensions.cs21 /// <typeparam name="TDestination">Type of the destination object</typeparam>COMMENT
LOWsrc/Abp.AutoMapper/Properties/AssemblyInfo.cs21// COM, set the ComVisible attribute to true on that type.COMMENT
LOWsrc/Abp/RandomHelper.cs21 /// <returns>COMMENT
LOWsrc/Abp/SequentialGuidGenerator.cs61 // byte[] randomBytes = Guid.NewGuid().ToByteArray();COMMENT
LOWsrc/Abp/SequentialGuidGenerator.cs141 /// Describes the type of a sequential GUID value.COMMENT
LOWsrc/Abp/AbpBootstrapper.cs21 /// Prepares dependency injection and registers core components needed for startup.COMMENT
LOWsrc/Abp/AbpServiceBase.cs41 /// <summary>COMMENT
LOWsrc/Abp/AbpServiceBase.cs121 /// <summary>COMMENT
LOWsrc/Abp/UI/UserFriendlyException.cs81 }COMMENT
LOWsrc/Abp/Configuration/ISettingDefinitionManager.cs1using System.Collections.Generic;COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs21 /// Gets current value of a setting.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs41COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs61 /// Gets current value of a setting for a tenant level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs81 /// If fallbackToDefault is false, it just gets value from tenant and returns null if tenant has not defined a vCOMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs101 /// Gets current value of a setting for a user level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs121 /// Gets current value of a setting for a user level.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs141 /// <returns>Current value of the setting for the user</returns>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs161COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs181 /// <returns>List of setting values</returns>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs201 /// <summary>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs221 /// Gets a list of all setting values specified for a tenant.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs241 /// Gets a list of all setting values specified for a user.COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs261 /// <param name="value">Value of the setting</param>COMMENT
LOWsrc/Abp/Configuration/ISettingManager.cs281 /// Changes setting for a user.COMMENT
LOWsrc/Abp/Configuration/SettingInfo.cs1using System;COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs1using System;COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs21 /// </summary>COMMENT
LOWsrc/Abp/Configuration/IDictionaryBasedConfig.cs41COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs61 }COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs81 /// <param name="settingManager">Setting manager</param>COMMENT
LOWsrc/Abp/Configuration/SettingManagerExtensions.cs121 /// <summary>COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs1using System;COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs21 public ILocalizableString DisplayName { get; set; }COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs41 /// Gets/sets group for this setting.COMMENT
LOWsrc/Abp/Configuration/SettingDefinition.cs61 /// Is this setting stored as encrypted in the data source.COMMENT
LOWsrc/Abp/Configuration/DictionaryBasedConfig.cs61COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs1using System.Collections.Generic;COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs21 /// Gets a setting or null.COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs41 /// <summary>COMMENT
LOWsrc/Abp/Configuration/ISettingStore.cs61 /// </summary>COMMENT
LOWsrc/Abp/Configuration/Startup/MultiTenancyConfig.cs1using Abp.Collections;COMMENT
LOW…bp/Configuration/Startup/ILocalizationConfiguration.cs21 /// <summary>COMMENT
LOW…bp/Configuration/Startup/ILocalizationConfiguration.cs41 /// </summary>COMMENT
LOW…/Abp/Configuration/Startup/IAbpStartupConfiguration.cs21 public interface IAbpStartupConfiguration : IDictionaryBasedConfigCOMMENT
LOW…/Abp/Configuration/Startup/IAbpStartupConfiguration.cs41 IEventBusConfiguration EventBus { get; }COMMENT
492 more matches not shown…
Hallucination Indicators4 hits · 40 pts
SeverityFileLineSnippetContext
CRITICALtest/aspnet-core-demo/AbpAspNetCoreDemo/Startup.cs145 options.IocManager.IocContainer.Kernel.ComponentModelBuilder.RemoveContributor(propInjector);CODE
CRITICALtest/aspnet-core-demo/AbpAspNetCoreDemo/Startup.cs146 options.IocManager.IocContainer.Kernel.ComponentModelBuilder.AddContributor(new AbpPropertiesDependenciesModCODE
CRITICAL…ZeroCore.Tests/Zero/Users/UserManager_Options_Tests.cs14 userManager.Options.Tokens.ProviderMap.Count.ShouldBeGreaterThan(0);CODE
CRITICAL…ZeroCore.Tests/Zero/Users/UserManager_Options_Tests.cs17 userManager.Options.Tokens.ProviderMap.Count.ShouldBeGreaterThan(0);CODE
Fake / Example Data14 hits · 18 pts
SeverityFileLineSnippetContext
LOWtest/Abp.Tests/Auditing/AuditingHelper_Tests.cs16 FullName = "John Doe",CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs29 .GetString("Lorem ipsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs29 .GetString("Lorem ipsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs30 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs30 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs35 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs35 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs39 .GetString("LoremIpsum dolor sit amet", new CultureInfo("en-US"))CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs40 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW⚡…zation/HumanizerOfUndefinedLocalizationSource_Tests.cs40 .ShouldBe("Lorem ipsum dolor sit amet");CODE
LOW…e.Tests/Zero/EntityHistory/SimpleEntityHistory_Test.cs845 FullName = "John Doe",CODE
LOWdoc/WebSite/Dependency-Injection.md135 personService.CreatePerson("John Doe", 32);CODE
LOWdoc/WebSite/Dependency-Injection.md194 personService.CreatePerson("John Doe", 32);CODE
LOWdoc/WebSite/Dependency-Injection.md232 personService.CreatePerson("John Doe", 32);CODE
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHazure-pipelines.yml4# This code was generated.COMMENT
HIGH…alization/TestResourceFiles/MyTestResource.Designer.cs3// This code was generated by a tool.COMMENT
Modern AI Meta-Vocabulary4 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUM…Testing-with-Entity-Framework,-xUnit-Effort/index.html116<p>In the SimpleTaskSystemTestBase&#39;s PreInitialize method, we&#39;re registering <strong>DbConnection</strong> to deCODE
MEDIUM…Testing-with-Entity-Framework,-xUnit-Effort/index.html227<p>We will not do it like that since we&#39;re using dependency injection. All dependencies will be filled automaticallyCODE
MEDIUM…t-MVC-Web-API-EntityFramework-and-AngularJs/index.html364<p><strong>TaskAppService</strong> uses repositories for database operations. It gets references in it&#39;s constructorCODE
MEDIUM…t-MVC-Web-API-EntityFramework-and-AngularJs/index.html529<p>I defined name of the controller as &#39;<strong>sts.views.task.list</strong>&#39;. This my convention (for scalable CODE
Hyper-Verbose Identifiers5 hits · 7 pts
SeverityFileLineSnippetContext
LOW⚡src/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts261 function getUserNotificationStateAsString(userNotificationState: userNotificationState): string;CODE
LOW⚡src/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts263 function getUiNotifyFuncBySeverity(severity: severity): (message: string, title?: string, options?: any) => voidCODE
LOW⚡src/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts265 function getFormattedMessageFromUserNotification(userNotification: IUserNotification): string;CODE
LOW⚡src/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts267 function showUiNotifyForUserNotification(userNotification: IUserNotification, options?: any): void;CODE
LOWsrc/Abp.Web.Resources/Abp/Framework/scripts/abp.d.ts365 function truncateStringWithPostfix(str: string, maxLength: number, postfix?: string): string;CODE
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMazure-pipelines.yml1# ------------------------------------------------------------------------------COMMENT
MEDIUMazure-pipelines.yml15# ------------------------------------------------------------------------------COMMENT
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…-with-ASP.NET-MVC-EntityFramework-AngularJs/index.html655<p>We inject <strong>EventAppService</strong> as &#39;<strong>abp.services.app.event</strong>&#39; into Angular controllCODE